Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 129880 |
| Missing cells | 393 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 62.2 MiB |
| Average record size in memory | 502.2 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 6 |
Arrival Delay in Minutes is highly overall correlated with Departure Delay in Minutes | High correlation |
Baggage handling is highly overall correlated with Inflight service and 1 other fields | High correlation |
Class is highly overall correlated with Type of Travel and 1 other fields | High correlation |
Cleanliness is highly overall correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly overall correlated with Arrival Delay in Minutes | High correlation |
Ease of Online booking is highly overall correlated with Inflight wifi service | High correlation |
Food and drink is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Inflight entertainment is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Inflight service is highly overall correlated with Baggage handling and 1 other fields | High correlation |
Inflight wifi service is highly overall correlated with Ease of Online booking and 1 other fields | High correlation |
On-board service is highly overall correlated with Baggage handling and 1 other fields | High correlation |
Online boarding is highly overall correlated with satisfaction | High correlation |
Seat comfort is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Type of Travel is highly overall correlated with Class | High correlation |
satisfaction is highly overall correlated with Class and 2 other fields | High correlation |
id is uniformly distributed | Uniform |
id has unique values | Unique |
Inflight wifi service has 3916 (3.0%) zeros | Zeros |
Departure/Arrival time convenient has 6681 (5.1%) zeros | Zeros |
Ease of Online booking has 5682 (4.4%) zeros | Zeros |
Online boarding has 3080 (2.4%) zeros | Zeros |
Departure Delay in Minutes has 73356 (56.5%) zeros | Zeros |
Arrival Delay in Minutes has 72753 (56.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-13 15:01:14.696060 |
|---|---|
| Analysis finished | 2024-03-13 15:02:28.411067 |
| Duration | 1 minute and 13.72 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
| Distinct | 103904 |
|---|---|
| Distinct (%) | 80.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44158.7 |
| Minimum | 0 |
|---|---|
| Maximum | 103903 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3246.95 |
| Q1 | 16234.75 |
| median | 38963.5 |
| Q3 | 71433.25 |
| 95-th percentile | 97409.05 |
| Maximum | 103903 |
| Range | 103903 |
| Interquartile range (IQR) | 55198.5 |
Descriptive statistics
| Standard deviation | 31207.377 |
|---|---|
| Coefficient of variation (CV) | 0.7067096 |
| Kurtosis | -1.2221205 |
| Mean | 44158.7 |
| Median Absolute Deviation (MAD) | 25976 |
| Skewness | 0.3321831 |
| Sum | 5.735332 × 109 |
| Variance | 9.7390038 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 17315 | 2 | < 0.1% |
| 17325 | 2 | < 0.1% |
| 17324 | 2 | < 0.1% |
| 17323 | 2 | < 0.1% |
| 17322 | 2 | < 0.1% |
| 17321 | 2 | < 0.1% |
| 17320 | 2 | < 0.1% |
| 17319 | 2 | < 0.1% |
| 17318 | 2 | < 0.1% |
| Other values (103894) | 129860 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 2 | |
| 2 | 2 | |
| 3 | 2 | |
| 4 | 2 | |
| 5 | 2 | |
| 6 | 2 | |
| 7 | 2 | |
| 8 | 2 | |
| 9 | 2 |
| Value | Count | Frequency (%) |
| 103903 | 1 | |
| 103902 | 1 | |
| 103901 | 1 | |
| 103900 | 1 | |
| 103899 | 1 | |
| 103898 | 1 | |
| 103897 | 1 | |
| 103896 | 1 | |
| 103895 | 1 | |
| 103894 | 1 |
id
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 129880 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64940.5 |
| Minimum | 1 |
|---|---|
| Maximum | 129880 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6494.95 |
| Q1 | 32470.75 |
| median | 64940.5 |
| Q3 | 97410.25 |
| 95-th percentile | 123386.05 |
| Maximum | 129880 |
| Range | 129879 |
| Interquartile range (IQR) | 64939.5 |
Descriptive statistics
| Standard deviation | 37493.271 |
|---|---|
| Coefficient of variation (CV) | 0.57734805 |
| Kurtosis | -1.2 |
| Mean | 64940.5 |
| Median Absolute Deviation (MAD) | 32470 |
| Skewness | 1.0956429 × 10-18 |
| Sum | 8.4344721 × 109 |
| Variance | 1.4057454 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70172 | 1 | < 0.1% |
| 105847 | 1 | < 0.1% |
| 127259 | 1 | < 0.1% |
| 53818 | 1 | < 0.1% |
| 56307 | 1 | < 0.1% |
| 55206 | 1 | < 0.1% |
| 105921 | 1 | < 0.1% |
| 48518 | 1 | < 0.1% |
| 97504 | 1 | < 0.1% |
| 54225 | 1 | < 0.1% |
| Other values (129870) | 129870 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 129880 | 1 | |
| 129879 | 1 | |
| 129878 | 1 | |
| 129877 | 1 | |
| 129876 | 1 | |
| 129875 | 1 | |
| 129874 | 1 | |
| 129873 | 1 | |
| 129872 | 1 | |
| 129871 | 1 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.7 MiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0147675 |
| Min length | 4 |
Characters and Unicode
| Total characters | 651318 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 65899 | |
| Male | 63981 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 65899 | |
| male | 63981 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 195779 | |
| a | 129880 | |
| l | 129880 | |
| F | 65899 | 10.1% |
| m | 65899 | 10.1% |
| M | 63981 | 9.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 521438 | |
| Uppercase Letter | 129880 | 19.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 195779 | |
| a | 129880 | |
| l | 129880 | |
| m | 65899 | 12.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 65899 | |
| M | 63981 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 651318 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 195779 | |
| a | 129880 | |
| l | 129880 | |
| F | 65899 | 10.1% |
| m | 65899 | 10.1% |
| M | 63981 | 9.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 651318 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 195779 | |
| a | 129880 | |
| l | 129880 | |
| F | 65899 | 10.1% |
| m | 65899 | 10.1% |
| M | 63981 | 9.8% |
Customer Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.9 MiB |
| Loyal Customer | |
|---|---|
| disloyal Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 14.549276 |
| Min length | 14 |
Characters and Unicode
| Total characters | 1889660 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Loyal Customer |
|---|---|
| 2nd row | disloyal Customer |
| 3rd row | Loyal Customer |
| 4th row | Loyal Customer |
| 5th row | Loyal Customer |
Common Values
| Value | Count | Frequency (%) |
| Loyal Customer | 106100 | |
| disloyal Customer | 23780 | 18.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| customer | 129880 | |
| loyal | 106100 | |
| disloyal | 23780 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 259760 | |
| l | 153660 | 8.1% |
| s | 153660 | 8.1% |
| y | 129880 | 6.9% |
| a | 129880 | 6.9% |
| 129880 | 6.9% | |
| C | 129880 | 6.9% |
| u | 129880 | 6.9% |
| t | 129880 | 6.9% |
| m | 129880 | 6.9% |
| Other values (5) | 413420 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1523800 | |
| Uppercase Letter | 235980 | 12.5% |
| Space Separator | 129880 | 6.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 259760 | |
| l | 153660 | |
| s | 153660 | |
| y | 129880 | |
| a | 129880 | |
| u | 129880 | |
| t | 129880 | |
| m | 129880 | |
| e | 129880 | |
| r | 129880 | |
| Other values (2) | 47560 | 3.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 129880 | |
| L | 106100 |
Space Separator
| Value | Count | Frequency (%) |
| 129880 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1759780 | |
| Common | 129880 | 6.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 259760 | |
| l | 153660 | |
| s | 153660 | |
| y | 129880 | |
| a | 129880 | |
| C | 129880 | |
| u | 129880 | |
| t | 129880 | |
| m | 129880 | |
| e | 129880 | |
| Other values (4) | 283540 |
Common
| Value | Count | Frequency (%) |
| 129880 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1889660 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 259760 | |
| l | 153660 | 8.1% |
| s | 153660 | 8.1% |
| y | 129880 | 6.9% |
| a | 129880 | 6.9% |
| 129880 | 6.9% | |
| C | 129880 | 6.9% |
| u | 129880 | 6.9% |
| t | 129880 | 6.9% |
| m | 129880 | 6.9% |
| Other values (5) | 413420 |
Age
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.427957 |
| Minimum | 7 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 85 |
| Range | 78 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.11936 |
|---|---|
| Coefficient of variation (CV) | 0.38346801 |
| Kurtosis | -0.71914023 |
| Mean | 39.427957 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.0036062117 |
| Sum | 5120903 |
| Variance | 228.59505 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39 | 3692 | 2.8% |
| 25 | 3511 | 2.7% |
| 40 | 3209 | 2.5% |
| 44 | 3104 | 2.4% |
| 41 | 3089 | 2.4% |
| 42 | 3017 | 2.3% |
| 43 | 2941 | 2.3% |
| 45 | 2939 | 2.3% |
| 23 | 2935 | 2.3% |
| 22 | 2931 | 2.3% |
| Other values (65) | 98512 |
| Value | Count | Frequency (%) |
| 7 | 685 | |
| 8 | 797 | |
| 9 | 859 | |
| 10 | 822 | |
| 11 | 837 | |
| 12 | 794 | |
| 13 | 806 | |
| 14 | 860 | |
| 15 | 1006 | |
| 16 | 1156 |
| Value | Count | Frequency (%) |
| 85 | 25 | < 0.1% |
| 80 | 110 | |
| 79 | 52 | < 0.1% |
| 78 | 44 | < 0.1% |
| 77 | 106 | |
| 76 | 60 | < 0.1% |
| 75 | 76 | 0.1% |
| 74 | 61 | < 0.1% |
| 73 | 67 | 0.1% |
| 72 | 249 |
Type of Travel
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.9 MiB |
| Business travel | |
|---|---|
| Personal Travel |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Characters and Unicode
| Total characters | 1948200 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Personal Travel |
|---|---|
| 2nd row | Business travel |
| 3rd row | Business travel |
| 4th row | Business travel |
| 5th row | Business travel |
Common Values
| Value | Count | Frequency (%) |
| Business travel | 89693 | |
| Personal Travel | 40187 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel | 129880 | |
| business | 89693 | |
| personal | 40187 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 309266 | |
| e | 259760 | |
| r | 170067 | |
| a | 170067 | |
| l | 170067 | |
| n | 129880 | |
| 129880 | ||
| v | 129880 | |
| B | 89693 | 4.6% |
| u | 89693 | 4.6% |
| Other values (5) | 299947 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1648253 | |
| Uppercase Letter | 170067 | 8.7% |
| Space Separator | 129880 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 309266 | |
| e | 259760 | |
| r | 170067 | |
| a | 170067 | |
| l | 170067 | |
| n | 129880 | |
| v | 129880 | |
| u | 89693 | 5.4% |
| i | 89693 | 5.4% |
| t | 89693 | 5.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 89693 | |
| P | 40187 | |
| T | 40187 |
Space Separator
| Value | Count | Frequency (%) |
| 129880 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1818320 | |
| Common | 129880 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 309266 | |
| e | 259760 | |
| r | 170067 | |
| a | 170067 | |
| l | 170067 | |
| n | 129880 | |
| v | 129880 | |
| B | 89693 | 4.9% |
| u | 89693 | 4.9% |
| i | 89693 | 4.9% |
| Other values (4) | 210254 |
Common
| Value | Count | Frequency (%) |
| 129880 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1948200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 309266 | |
| e | 259760 | |
| r | 170067 | |
| a | 170067 | |
| l | 170067 | |
| n | 129880 | |
| 129880 | ||
| v | 129880 | |
| B | 89693 | 4.6% |
| u | 89693 | 4.6% |
| Other values (5) | 299947 |
Class
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.8 MiB |
| Business | |
|---|---|
| Eco | |
| Eco Plus |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 5.7552741 |
| Min length | 3 |
Characters and Unicode
| Total characters | 747495 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Eco Plus |
|---|---|
| 2nd row | Business |
| 3rd row | Business |
| 4th row | Business |
| 5th row | Business |
Common Values
| Value | Count | Frequency (%) |
| Business | 62160 | |
| Eco | 58309 | |
| Eco Plus | 9411 | 7.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| eco | 67720 | |
| business | 62160 | |
| plus | 9411 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 195891 | |
| u | 71571 | 9.6% |
| E | 67720 | 9.1% |
| c | 67720 | 9.1% |
| o | 67720 | 9.1% |
| B | 62160 | 8.3% |
| i | 62160 | 8.3% |
| n | 62160 | 8.3% |
| e | 62160 | 8.3% |
| 9411 | 1.3% | |
| Other values (2) | 18822 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 598793 | |
| Uppercase Letter | 139291 | 18.6% |
| Space Separator | 9411 | 1.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 195891 | |
| u | 71571 | 12.0% |
| c | 67720 | 11.3% |
| o | 67720 | 11.3% |
| i | 62160 | 10.4% |
| n | 62160 | 10.4% |
| e | 62160 | 10.4% |
| l | 9411 | 1.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 67720 | |
| B | 62160 | |
| P | 9411 | 6.8% |
Space Separator
| Value | Count | Frequency (%) |
| 9411 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 738084 | |
| Common | 9411 | 1.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 195891 | |
| u | 71571 | 9.7% |
| E | 67720 | 9.2% |
| c | 67720 | 9.2% |
| o | 67720 | 9.2% |
| B | 62160 | 8.4% |
| i | 62160 | 8.4% |
| n | 62160 | 8.4% |
| e | 62160 | 8.4% |
| P | 9411 | 1.3% |
Common
| Value | Count | Frequency (%) |
| 9411 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 747495 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 195891 | |
| u | 71571 | 9.6% |
| E | 67720 | 9.1% |
| c | 67720 | 9.1% |
| o | 67720 | 9.1% |
| B | 62160 | 8.3% |
| i | 62160 | 8.3% |
| n | 62160 | 8.3% |
| e | 62160 | 8.3% |
| 9411 | 1.3% | |
| Other values (2) | 18822 | 2.5% |
Flight Distance
Real number (ℝ)
| Distinct | 3821 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1190.3164 |
| Minimum | 31 |
|---|---|
| Maximum | 4983 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 176.95 |
| Q1 | 414 |
| median | 844 |
| Q3 | 1744 |
| 95-th percentile | 3380 |
| Maximum | 4983 |
| Range | 4952 |
| Interquartile range (IQR) | 1330 |
Descriptive statistics
| Standard deviation | 997.45248 |
|---|---|
| Coefficient of variation (CV) | 0.83797256 |
| Kurtosis | 0.2655029 |
| Mean | 1190.3164 |
| Median Absolute Deviation (MAD) | 518 |
| Skewness | 1.1081423 |
| Sum | 1.5459829 × 108 |
| Variance | 994911.44 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 337 | 841 | 0.6% |
| 594 | 505 | 0.4% |
| 404 | 480 | 0.4% |
| 862 | 473 | 0.4% |
| 2475 | 470 | 0.4% |
| 447 | 457 | 0.4% |
| 236 | 438 | 0.3% |
| 192 | 424 | 0.3% |
| 308 | 402 | 0.3% |
| 214 | 398 | 0.3% |
| Other values (3811) | 124992 |
| Value | Count | Frequency (%) |
| 31 | 11 | < 0.1% |
| 56 | 11 | < 0.1% |
| 67 | 160 | |
| 73 | 77 | |
| 74 | 42 | < 0.1% |
| 76 | 2 | < 0.1% |
| 77 | 57 | < 0.1% |
| 78 | 37 | < 0.1% |
| 80 | 3 | < 0.1% |
| 82 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 4983 | 16 | |
| 4963 | 19 | |
| 4817 | 6 | < 0.1% |
| 4502 | 14 | |
| 4243 | 23 | |
| 4000 | 12 | |
| 3999 | 5 | < 0.1% |
| 3998 | 12 | |
| 3997 | 12 | |
| 3996 | 11 |
Inflight wifi service
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7286957 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3916 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3293401 |
|---|---|
| Coefficient of variation (CV) | 0.48717053 |
| Kurtosis | -0.8485981 |
| Mean | 2.7286957 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.040465252 |
| Sum | 354403 |
| Variance | 1.7671452 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 32320 | |
| 3 | 32185 | |
| 4 | 24775 | |
| 1 | 22328 | |
| 5 | 14356 | |
| 0 | 3916 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 3916 | 3.0% |
| 1 | 22328 | |
| 2 | 32320 | |
| 3 | 32185 | |
| 4 | 24775 | |
| 5 | 14356 |
| Value | Count | Frequency (%) |
| 5 | 14356 | |
| 4 | 24775 | |
| 3 | 32185 | |
| 2 | 32320 | |
| 1 | 22328 | |
| 0 | 3916 | 3.0% |
Departure/Arrival time convenient
Real number (ℝ)
ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0575993 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 6681 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5267415 |
|---|---|
| Coefficient of variation (CV) | 0.49932687 |
| Kurtosis | -1.0408962 |
| Mean | 3.0575993 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.33246886 |
| Sum | 397121 |
| Variance | 2.3309396 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 31880 | |
| 5 | 27998 | |
| 3 | 22378 | |
| 2 | 21534 | |
| 1 | 19409 | |
| 0 | 6681 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 6681 | 5.1% |
| 1 | 19409 | |
| 2 | 21534 | |
| 3 | 22378 | |
| 4 | 31880 | |
| 5 | 27998 |
| Value | Count | Frequency (%) |
| 5 | 27998 | |
| 4 | 31880 | |
| 3 | 22378 | |
| 2 | 21534 | |
| 1 | 19409 | |
| 0 | 6681 | 5.1% |
Ease of Online booking
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7568756 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5682 |
| Zeros (%) | 4.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4017396 |
|---|---|
| Coefficient of variation (CV) | 0.50845226 |
| Kurtosis | -0.91352348 |
| Mean | 2.7568756 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.018778932 |
| Sum | 358063 |
| Variance | 1.9648739 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 30393 | |
| 2 | 30051 | |
| 4 | 24444 | |
| 1 | 21886 | |
| 5 | 17424 | |
| 0 | 5682 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 5682 | 4.4% |
| 1 | 21886 | |
| 2 | 30051 | |
| 3 | 30393 | |
| 4 | 24444 | |
| 5 | 17424 |
| Value | Count | Frequency (%) |
| 5 | 17424 | |
| 4 | 24444 | |
| 3 | 30393 | |
| 2 | 30051 | |
| 1 | 21886 | |
| 0 | 5682 | 4.4% |
Gate location
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9769249 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2785197 |
|---|---|
| Coefficient of variation (CV) | 0.42947664 |
| Kurtosis | -1.0315534 |
| Mean | 2.9769249 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.058264886 |
| Sum | 386643 |
| Variance | 1.6346126 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 35717 | |
| 4 | 30466 | |
| 2 | 24296 | |
| 1 | 21991 | |
| 5 | 17409 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 21991 | |
| 2 | 24296 | |
| 3 | 35717 | |
| 4 | 30466 | |
| 5 | 17409 |
| Value | Count | Frequency (%) |
| 5 | 17409 | |
| 4 | 30466 | |
| 3 | 35717 | |
| 2 | 24296 | |
| 1 | 21991 | |
| 0 | 1 | < 0.1% |
Food and drink
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2047736 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 132 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3299331 |
|---|---|
| Coefficient of variation (CV) | 0.41498503 |
| Kurtosis | -1.1453811 |
| Mean | 3.2047736 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.15506317 |
| Sum | 416236 |
| Variance | 1.768722 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 30563 | |
| 5 | 27957 | |
| 3 | 27794 | |
| 2 | 27383 | |
| 1 | 16051 | |
| 0 | 132 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 132 | 0.1% |
| 1 | 16051 | |
| 2 | 27383 | |
| 3 | 27794 | |
| 4 | 30563 | |
| 5 | 27957 |
| Value | Count | Frequency (%) |
| 5 | 27957 | |
| 4 | 30563 | |
| 3 | 27794 | |
| 2 | 27383 | |
| 1 | 16051 | |
| 0 | 132 | 0.1% |
Online boarding
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2526332 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3080 |
| Zeros (%) | 2.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3507188 |
|---|---|
| Coefficient of variation (CV) | 0.41526932 |
| Kurtosis | -0.69865492 |
| Mean | 3.2526332 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.45691105 |
| Sum | 422452 |
| Variance | 1.8244412 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 38468 | |
| 3 | 27117 | |
| 5 | 26020 | |
| 2 | 21934 | |
| 1 | 13261 | 10.2% |
| 0 | 3080 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 3080 | 2.4% |
| 1 | 13261 | 10.2% |
| 2 | 21934 | |
| 3 | 27117 | |
| 4 | 38468 | |
| 5 | 26020 |
| Value | Count | Frequency (%) |
| 5 | 26020 | |
| 4 | 38468 | |
| 3 | 27117 | |
| 2 | 21934 | |
| 1 | 13261 | 10.2% |
| 0 | 3080 | 2.4% |
Seat comfort
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4413613 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.3192889 |
|---|---|
| Coefficient of variation (CV) | 0.38336251 |
| Kurtosis | -0.92283879 |
| Mean | 3.4413613 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.48581778 |
| Sum | 446964 |
| Variance | 1.7405232 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 39756 | |
| 5 | 33158 | |
| 3 | 23328 | |
| 2 | 18529 | |
| 1 | 15108 | 11.6% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 15108 | 11.6% |
| 2 | 18529 | |
| 3 | 23328 | |
| 4 | 39756 | |
| 5 | 33158 |
| Value | Count | Frequency (%) |
| 5 | 33158 | |
| 4 | 39756 | |
| 3 | 23328 | |
| 2 | 18529 | |
| 1 | 15108 | 11.6% |
| 0 | 1 | < 0.1% |
Inflight entertainment
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3580767 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 18 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.334049 |
|---|---|
| Coefficient of variation (CV) | 0.39726579 |
| Kurtosis | -1.0611127 |
| Mean | 3.3580767 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.36638524 |
| Sum | 436147 |
| Variance | 1.7796867 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 36791 | |
| 5 | 31544 | |
| 3 | 23884 | |
| 2 | 21968 | |
| 1 | 15675 | |
| 0 | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 18 | < 0.1% |
| 1 | 15675 | |
| 2 | 21968 | |
| 3 | 23884 | |
| 4 | 36791 | |
| 5 | 31544 |
| Value | Count | Frequency (%) |
| 5 | 31544 | |
| 4 | 36791 | |
| 3 | 23884 | |
| 2 | 21968 | |
| 1 | 15675 | |
| 0 | 18 | < 0.1% |
On-board service
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3830228 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2870994 |
|---|---|
| Coefficient of variation (CV) | 0.38045837 |
| Kurtosis | -0.88884192 |
| Mean | 3.3830228 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.42131965 |
| Sum | 439387 |
| Variance | 1.6566247 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 38703 | |
| 5 | 29492 | |
| 3 | 28542 | |
| 2 | 18351 | |
| 1 | 14787 | 11.4% |
| 0 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 14787 | 11.4% |
| 2 | 18351 | |
| 3 | 28542 | |
| 4 | 38703 | |
| 5 | 29492 |
| Value | Count | Frequency (%) |
| 5 | 29492 | |
| 4 | 38703 | |
| 3 | 28542 | |
| 2 | 18351 | |
| 1 | 14787 | 11.4% |
| 0 | 5 | < 0.1% |
Leg room service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3508777 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 598 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3162518 |
|---|---|
| Coefficient of variation (CV) | 0.39280806 |
| Kurtosis | -0.98301449 |
| Mean | 3.3508777 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.34841439 |
| Sum | 435212 |
| Variance | 1.7325187 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 35886 | |
| 5 | 30905 | |
| 3 | 25056 | |
| 2 | 24540 | |
| 1 | 12895 | 9.9% |
| 0 | 598 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 598 | 0.5% |
| 1 | 12895 | 9.9% |
| 2 | 24540 | |
| 3 | 25056 | |
| 4 | 35886 | |
| 5 | 30905 |
| Value | Count | Frequency (%) |
| 5 | 30905 | |
| 4 | 35886 | |
| 3 | 25056 | |
| 2 | 24540 | |
| 1 | 12895 | 9.9% |
| 0 | 598 | 0.5% |
Baggage handling
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.2 MiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 129880 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 46761 | |
| 5 | 33878 | |
| 3 | 25851 | |
| 2 | 14362 | 11.1% |
| 1 | 9028 | 7.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 46761 | |
| 5 | 33878 | |
| 3 | 25851 | |
| 2 | 14362 | 11.1% |
| 1 | 9028 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 46761 | |
| 5 | 33878 | |
| 3 | 25851 | |
| 2 | 14362 | 11.1% |
| 1 | 9028 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 129880 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 46761 | |
| 5 | 33878 | |
| 3 | 25851 | |
| 2 | 14362 | 11.1% |
| 1 | 9028 | 7.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 129880 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 46761 | |
| 5 | 33878 | |
| 3 | 25851 | |
| 2 | 14362 | 11.1% |
| 1 | 9028 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 129880 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 46761 | |
| 5 | 33878 | |
| 3 | 25851 | |
| 2 | 14362 | 11.1% |
| 1 | 9028 | 7.0% |
Checkin service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3062673 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2661853 |
|---|---|
| Coefficient of variation (CV) | 0.3829652 |
| Kurtosis | -0.82990408 |
| Mean | 3.3062673 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.36656856 |
| Sum | 429418 |
| Variance | 1.6032253 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 36333 | |
| 3 | 35453 | |
| 5 | 25883 | |
| 1 | 16108 | |
| 2 | 16102 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 16108 | |
| 2 | 16102 | |
| 3 | 35453 | |
| 4 | 36333 | |
| 5 | 25883 |
| Value | Count | Frequency (%) |
| 5 | 25883 | |
| 4 | 36333 | |
| 3 | 35453 | |
| 2 | 16102 | |
| 1 | 16108 | |
| 0 | 1 | < 0.1% |
Inflight service
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6421928 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1766691 |
|---|---|
| Coefficient of variation (CV) | 0.32306611 |
| Kurtosis | -0.35825341 |
| Mean | 3.6421928 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.69157985 |
| Sum | 473048 |
| Variance | 1.3845501 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 47323 | |
| 5 | 34066 | |
| 3 | 25316 | |
| 2 | 14308 | 11.0% |
| 1 | 8862 | 6.8% |
| 0 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 8862 | 6.8% |
| 2 | 14308 | 11.0% |
| 3 | 25316 | |
| 4 | 47323 | |
| 5 | 34066 |
| Value | Count | Frequency (%) |
| 5 | 34066 | |
| 4 | 47323 | |
| 3 | 25316 | |
| 2 | 14308 | 11.0% |
| 1 | 8862 | 6.8% |
| 0 | 5 | < 0.1% |
Cleanliness
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2863258 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3136822 |
|---|---|
| Coefficient of variation (CV) | 0.39974193 |
| Kurtosis | -1.0148014 |
| Mean | 3.2863258 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.30092642 |
| Sum | 426828 |
| Variance | 1.725761 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 33969 | |
| 3 | 30639 | |
| 5 | 28416 | |
| 2 | 20113 | |
| 1 | 16729 | |
| 0 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| 1 | 16729 | |
| 2 | 20113 | |
| 3 | 30639 | |
| 4 | 33969 | |
| 5 | 28416 |
| Value | Count | Frequency (%) |
| 5 | 28416 | |
| 4 | 33969 | |
| 3 | 30639 | |
| 2 | 20113 | |
| 1 | 16729 | |
| 0 | 14 | < 0.1% |
Departure Delay in Minutes
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 466 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.713713 |
| Minimum | 0 |
|---|---|
| Maximum | 1592 |
| Zeros | 73356 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 77 |
| Maximum | 1592 |
| Range | 1592 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 38.071126 |
|---|---|
| Coefficient of variation (CV) | 2.5874589 |
| Kurtosis | 100.64455 |
| Mean | 14.713713 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.8219803 |
| Sum | 1911017 |
| Variance | 1449.4107 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 73356 | |
| 1 | 3682 | 2.8% |
| 2 | 2855 | 2.2% |
| 3 | 2535 | 2.0% |
| 4 | 2309 | 1.8% |
| 5 | 2136 | 1.6% |
| 6 | 1884 | 1.5% |
| 7 | 1748 | 1.3% |
| 8 | 1618 | 1.2% |
| 9 | 1552 | 1.2% |
| Other values (456) | 36205 |
| Value | Count | Frequency (%) |
| 0 | 73356 | |
| 1 | 3682 | 2.8% |
| 2 | 2855 | 2.2% |
| 3 | 2535 | 2.0% |
| 4 | 2309 | 1.8% |
| 5 | 2136 | 1.6% |
| 6 | 1884 | 1.5% |
| 7 | 1748 | 1.3% |
| 8 | 1618 | 1.2% |
| 9 | 1552 | 1.2% |
| Value | Count | Frequency (%) |
| 1592 | 1 | |
| 1305 | 1 | |
| 1128 | 1 | |
| 1017 | 1 | |
| 978 | 1 | |
| 951 | 1 | |
| 933 | 1 | |
| 930 | 1 | |
| 921 | 1 | |
| 859 | 1 |
Arrival Delay in Minutes
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 472 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 393 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.091129 |
| Minimum | 0 |
|---|---|
| Maximum | 1584 |
| Zeros | 72753 |
| Zeros (%) | 56.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1014.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 13 |
| 95-th percentile | 78 |
| Maximum | 1584 |
| Range | 1584 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 38.46565 |
|---|---|
| Coefficient of variation (CV) | 2.5488915 |
| Kurtosis | 95.117114 |
| Mean | 15.091129 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.6701246 |
| Sum | 1954105 |
| Variance | 1479.6062 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 72753 | |
| 1 | 2747 | 2.1% |
| 2 | 2587 | 2.0% |
| 3 | 2442 | 1.9% |
| 4 | 2373 | 1.8% |
| 5 | 2083 | 1.6% |
| 6 | 2021 | 1.6% |
| 7 | 1794 | 1.4% |
| 8 | 1751 | 1.3% |
| 9 | 1566 | 1.2% |
| Other values (462) | 37370 |
| Value | Count | Frequency (%) |
| 0 | 72753 | |
| 1 | 2747 | 2.1% |
| 2 | 2587 | 2.0% |
| 3 | 2442 | 1.9% |
| 4 | 2373 | 1.8% |
| 5 | 2083 | 1.6% |
| 6 | 2021 | 1.6% |
| 7 | 1794 | 1.4% |
| 8 | 1751 | 1.3% |
| 9 | 1566 | 1.2% |
| Value | Count | Frequency (%) |
| 1584 | 1 | |
| 1280 | 1 | |
| 1115 | 1 | |
| 1011 | 1 | |
| 970 | 1 | |
| 952 | 1 | |
| 940 | 1 | |
| 924 | 1 | |
| 920 | 1 | |
| 860 | 1 |
satisfaction
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.2 MiB |
| neutral or dissatisfied | |
|---|---|
| satisfied |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 16.917524 |
| Min length | 9 |
Characters and Unicode
| Total characters | 2197248 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | neutral or dissatisfied |
|---|---|
| 2nd row | neutral or dissatisfied |
| 3rd row | satisfied |
| 4th row | neutral or dissatisfied |
| 5th row | satisfied |
Common Values
| Value | Count | Frequency (%) |
| neutral or dissatisfied | 73452 | |
| satisfied | 56428 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| neutral | 73452 | |
| or | 73452 | |
| dissatisfied | 73452 | |
| satisfied | 56428 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 333212 | |
| s | 333212 | |
| e | 203332 | |
| t | 203332 | |
| a | 203332 | |
| d | 203332 | |
| r | 146904 | |
| 146904 | ||
| f | 129880 | 5.9% |
| n | 73452 | 3.3% |
| Other values (3) | 220356 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2050344 | |
| Space Separator | 146904 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 333212 | |
| s | 333212 | |
| e | 203332 | |
| t | 203332 | |
| a | 203332 | |
| d | 203332 | |
| r | 146904 | |
| f | 129880 | 6.3% |
| n | 73452 | 3.6% |
| u | 73452 | 3.6% |
| Other values (2) | 146904 |
Space Separator
| Value | Count | Frequency (%) |
| 146904 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2050344 | |
| Common | 146904 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 333212 | |
| s | 333212 | |
| e | 203332 | |
| t | 203332 | |
| a | 203332 | |
| d | 203332 | |
| r | 146904 | |
| f | 129880 | 6.3% |
| n | 73452 | 3.6% |
| u | 73452 | 3.6% |
| Other values (2) | 146904 |
Common
| Value | Count | Frequency (%) |
| 146904 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2197248 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 333212 | |
| s | 333212 | |
| e | 203332 | |
| t | 203332 | |
| a | 203332 | |
| d | 203332 | |
| r | 146904 | |
| 146904 | ||
| f | 129880 | 5.9% |
| n | 73452 | 3.3% |
| Other values (3) | 220356 |
| Age | Arrival Delay in Minutes | Baggage handling | Checkin service | Class | Cleanliness | Customer Type | Departure Delay in Minutes | Departure/Arrival time convenient | Ease of Online booking | Flight Distance | Food and drink | Gate location | Gender | Inflight entertainment | Inflight service | Inflight wifi service | Leg room service | On-board service | Online boarding | Seat comfort | Type of Travel | Unnamed: 0 | id | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.011 | 0.060 | 0.038 | 0.208 | 0.053 | 0.378 | -0.009 | 0.035 | 0.020 | 0.073 | 0.021 | -0.001 | 0.015 | 0.080 | -0.033 | 0.015 | 0.050 | 0.070 | 0.214 | 0.160 | 0.342 | 0.000 | 0.023 | 0.282 |
| Arrival Delay in Minutes | -0.011 | 1.000 | 0.006 | -0.034 | 0.000 | -0.031 | 0.000 | 0.740 | -0.005 | -0.013 | -0.002 | -0.031 | 0.007 | 0.000 | -0.044 | -0.057 | -0.036 | -0.020 | -0.048 | -0.049 | -0.037 | 0.000 | -0.003 | -0.004 | 0.018 |
| Baggage handling | 0.060 | 0.006 | 1.000 | 0.246 | 0.137 | 0.110 | 0.065 | -0.017 | 0.086 | 0.037 | 0.062 | 0.046 | -0.008 | 0.047 | 0.397 | 0.631 | 0.113 | 0.375 | 0.537 | 0.118 | 0.105 | 0.049 | -0.000 | 0.070 | 0.289 |
| Checkin service | 0.038 | -0.034 | 0.246 | 1.000 | 0.127 | 0.172 | 0.032 | -0.018 | 0.097 | 0.009 | 0.072 | 0.082 | -0.040 | 0.010 | 0.120 | 0.250 | 0.043 | 0.145 | 0.236 | 0.217 | 0.197 | 0.018 | -0.004 | 0.075 | 0.250 |
| Class | 0.208 | 0.000 | 0.137 | 0.127 | 1.000 | -0.133 | 0.123 | 0.004 | 0.097 | -0.101 | -0.400 | -0.083 | -0.005 | 0.012 | -0.192 | -0.174 | -0.027 | -0.207 | -0.219 | -0.327 | -0.223 | 0.554 | 0.000 | -0.107 | 0.503 |
| Cleanliness | 0.053 | -0.031 | 0.110 | 0.172 | -0.133 | 1.000 | 0.102 | -0.018 | 0.009 | 0.014 | 0.082 | 0.647 | -0.006 | 0.018 | 0.681 | 0.102 | 0.129 | 0.097 | 0.124 | 0.344 | 0.668 | 0.097 | -0.002 | 0.022 | 0.316 |
| Customer Type | 0.378 | 0.000 | 0.065 | 0.032 | 0.123 | 0.102 | 1.000 | 0.004 | -0.196 | -0.016 | -0.197 | -0.054 | 0.006 | 0.031 | -0.103 | 0.015 | -0.003 | -0.049 | -0.058 | -0.191 | -0.148 | 0.308 | -0.002 | 0.001 | 0.186 |
| Departure Delay in Minutes | -0.009 | 0.740 | -0.017 | -0.018 | 0.004 | -0.018 | 0.004 | 1.000 | -0.004 | -0.010 | 0.025 | -0.022 | 0.006 | 0.002 | -0.029 | -0.035 | -0.029 | -0.006 | -0.028 | -0.033 | -0.020 | 0.004 | -0.004 | 0.057 | 0.018 |
| Departure/Arrival time convenient | 0.035 | -0.005 | 0.086 | 0.097 | 0.097 | 0.009 | -0.196 | -0.004 | 1.000 | 0.440 | -0.013 | -0.001 | 0.453 | 0.009 | -0.013 | 0.089 | 0.340 | 0.005 | 0.070 | 0.063 | 0.009 | 0.287 | 0.002 | -0.003 | 0.068 |
| Ease of Online booking | 0.020 | -0.013 | 0.037 | 0.009 | -0.101 | 0.014 | -0.016 | -0.010 | 0.440 | 1.000 | 0.064 | 0.028 | 0.463 | 0.005 | 0.042 | 0.035 | 0.711 | 0.096 | 0.038 | 0.368 | 0.025 | 0.188 | 0.001 | 0.012 | 0.314 |
| Flight Distance | 0.073 | -0.002 | 0.062 | 0.072 | -0.400 | 0.082 | -0.197 | 0.025 | -0.013 | 0.064 | 1.000 | 0.046 | 0.002 | 0.008 | 0.107 | 0.062 | 0.006 | 0.118 | 0.102 | 0.194 | 0.137 | 0.281 | 0.001 | 0.134 | 0.312 |
| Food and drink | 0.021 | -0.031 | 0.046 | 0.082 | -0.083 | 0.647 | -0.054 | -0.022 | -0.001 | 0.028 | 0.046 | 1.000 | -0.003 | 0.009 | 0.611 | 0.045 | 0.130 | 0.032 | 0.057 | 0.240 | 0.558 | 0.082 | -0.005 | -0.002 | 0.225 |
| Gate location | -0.001 | 0.007 | -0.008 | -0.040 | -0.005 | -0.006 | 0.006 | 0.006 | 0.453 | 0.463 | 0.002 | -0.003 | 1.000 | 0.010 | 0.002 | -0.009 | 0.335 | -0.005 | -0.029 | -0.001 | 0.001 | 0.154 | 0.003 | -0.000 | 0.154 |
| Gender | 0.015 | 0.000 | 0.047 | 0.010 | 0.012 | 0.018 | 0.031 | 0.002 | 0.009 | 0.005 | 0.008 | 0.009 | 0.010 | 1.000 | 0.004 | 0.033 | 0.006 | 0.029 | 0.005 | -0.044 | -0.027 | 0.009 | 0.002 | -0.001 | 0.011 |
| Inflight entertainment | 0.080 | -0.044 | 0.397 | 0.120 | -0.192 | 0.681 | -0.103 | -0.029 | -0.013 | 0.042 | 0.107 | 0.611 | 0.002 | 0.004 | 1.000 | 0.424 | 0.198 | 0.314 | 0.436 | 0.301 | 0.605 | 0.168 | 0.000 | 0.001 | 0.421 |
| Inflight service | -0.033 | -0.057 | 0.631 | 0.250 | -0.174 | 0.102 | 0.015 | -0.035 | 0.089 | 0.035 | 0.062 | 0.045 | -0.009 | 0.033 | 0.424 | 1.000 | 0.105 | 0.374 | 0.569 | 0.108 | 0.098 | 0.042 | -0.003 | 0.074 | 0.282 |
| Inflight wifi service | 0.015 | -0.036 | 0.113 | 0.043 | -0.027 | 0.129 | -0.003 | -0.029 | 0.340 | 0.711 | 0.006 | 0.130 | 0.335 | 0.006 | 0.198 | 0.105 | 1.000 | 0.150 | 0.115 | 0.436 | 0.118 | 0.183 | -0.001 | -0.024 | 0.526 |
| Leg room service | 0.050 | -0.020 | 0.375 | 0.145 | -0.207 | 0.097 | -0.049 | -0.006 | 0.005 | 0.096 | 0.118 | 0.032 | -0.005 | 0.029 | 0.314 | 0.374 | 0.150 | 1.000 | 0.366 | 0.138 | 0.118 | 0.172 | 0.003 | 0.041 | 0.342 |
| On-board service | 0.070 | -0.048 | 0.537 | 0.236 | -0.219 | 0.124 | -0.058 | -0.028 | 0.070 | 0.038 | 0.102 | 0.057 | -0.029 | 0.005 | 0.436 | 0.569 | 0.115 | 0.366 | 1.000 | 0.175 | 0.146 | 0.087 | 0.001 | 0.052 | 0.332 |
| Online boarding | 0.214 | -0.049 | 0.118 | 0.217 | -0.327 | 0.344 | -0.191 | -0.033 | 0.063 | 0.368 | 0.194 | 0.240 | -0.001 | -0.044 | 0.301 | 0.108 | 0.436 | 0.138 | 0.175 | 1.000 | 0.440 | 0.236 | -0.001 | 0.056 | 0.618 |
| Seat comfort | 0.160 | -0.037 | 0.105 | 0.197 | -0.223 | 0.668 | -0.148 | -0.020 | 0.009 | 0.025 | 0.137 | 0.558 | 0.001 | -0.027 | 0.605 | 0.098 | 0.118 | 0.118 | 0.146 | 0.440 | 1.000 | 0.136 | -0.002 | 0.054 | 0.388 |
| Type of Travel | 0.342 | 0.000 | 0.049 | 0.018 | 0.554 | 0.097 | 0.308 | 0.004 | 0.287 | 0.188 | 0.281 | 0.082 | 0.154 | 0.009 | 0.168 | 0.042 | 0.183 | 0.172 | 0.087 | 0.236 | 0.136 | 1.000 | 0.003 | -0.001 | 0.450 |
| Unnamed: 0 | 0.000 | -0.003 | -0.000 | -0.004 | 0.000 | -0.002 | -0.002 | -0.004 | 0.002 | 0.001 | 0.001 | -0.005 | 0.003 | 0.002 | 0.000 | -0.003 | -0.001 | 0.003 | 0.001 | -0.001 | -0.002 | 0.003 | 1.000 | 0.002 | 0.006 |
| id | 0.023 | -0.004 | 0.070 | 0.075 | -0.107 | 0.022 | 0.001 | 0.057 | -0.003 | 0.012 | 0.134 | -0.002 | -0.000 | -0.001 | 0.001 | 0.074 | -0.024 | 0.041 | 0.052 | 0.056 | 0.054 | -0.001 | 0.002 | 1.000 | 0.024 |
| satisfaction | 0.282 | 0.018 | 0.289 | 0.250 | 0.503 | 0.316 | 0.186 | 0.018 | 0.068 | 0.314 | 0.312 | 0.225 | 0.154 | 0.011 | 0.421 | 0.282 | 0.526 | 0.342 | 0.332 | 0.618 | 0.388 | 0.450 | 0.006 | 0.024 | 1.000 |
| Unnamed: 0 | id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 70172 | Male | Loyal Customer | 13 | Personal Travel | Eco Plus | 460 | 3 | 4 | 3 | 1 | 5 | 3 | 5 | 5 | 4 | 3 | 4 | 4 | 5 | 5 | 25 | 18.0 | neutral or dissatisfied |
| 1 | 1 | 5047 | Male | disloyal Customer | 25 | Business travel | Business | 235 | 3 | 2 | 3 | 3 | 1 | 3 | 1 | 1 | 1 | 5 | 3 | 1 | 4 | 1 | 1 | 6.0 | neutral or dissatisfied |
| 2 | 2 | 110028 | Female | Loyal Customer | 26 | Business travel | Business | 1142 | 2 | 2 | 2 | 2 | 5 | 5 | 5 | 5 | 4 | 3 | 4 | 4 | 4 | 5 | 0 | 0.0 | satisfied |
| 3 | 3 | 24026 | Female | Loyal Customer | 25 | Business travel | Business | 562 | 2 | 5 | 5 | 5 | 2 | 2 | 2 | 2 | 2 | 5 | 3 | 1 | 4 | 2 | 11 | 9.0 | neutral or dissatisfied |
| 4 | 4 | 119299 | Male | Loyal Customer | 61 | Business travel | Business | 214 | 3 | 3 | 3 | 3 | 4 | 5 | 5 | 3 | 3 | 4 | 4 | 3 | 3 | 3 | 0 | 0.0 | satisfied |
| 5 | 5 | 111157 | Female | Loyal Customer | 26 | Personal Travel | Eco | 1180 | 3 | 4 | 2 | 1 | 1 | 2 | 1 | 1 | 3 | 4 | 4 | 4 | 4 | 1 | 0 | 0.0 | neutral or dissatisfied |
| 6 | 6 | 82113 | Male | Loyal Customer | 47 | Personal Travel | Eco | 1276 | 2 | 4 | 2 | 3 | 2 | 2 | 2 | 2 | 3 | 3 | 4 | 3 | 5 | 2 | 9 | 23.0 | neutral or dissatisfied |
| 7 | 7 | 96462 | Female | Loyal Customer | 52 | Business travel | Business | 2035 | 4 | 3 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 4 | 4 | 0.0 | satisfied |
| 8 | 8 | 79485 | Female | Loyal Customer | 41 | Business travel | Business | 853 | 1 | 2 | 2 | 2 | 4 | 3 | 3 | 1 | 1 | 2 | 1 | 4 | 1 | 2 | 0 | 0.0 | neutral or dissatisfied |
| 9 | 9 | 65725 | Male | disloyal Customer | 20 | Business travel | Eco | 1061 | 3 | 3 | 3 | 4 | 2 | 3 | 3 | 2 | 2 | 3 | 4 | 4 | 3 | 2 | 0 | 0.0 | neutral or dissatisfied |
| Unnamed: 0 | id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 129870 | 25966 | 30263 | Male | disloyal Customer | 42 | Business travel | Eco | 1024 | 4 | 4 | 4 | 2 | 3 | 4 | 3 | 3 | 3 | 1 | 2 | 2 | 3 | 3 | 0 | 17.0 | neutral or dissatisfied |
| 129871 | 25967 | 90347 | Female | disloyal Customer | 39 | Business travel | Business | 404 | 1 | 1 | 1 | 3 | 2 | 1 | 2 | 2 | 5 | 3 | 4 | 4 | 4 | 2 | 0 | 0.0 | neutral or dissatisfied |
| 129872 | 25968 | 86816 | Male | Loyal Customer | 41 | Business travel | Eco | 692 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 3 | 3 | 2 | 3 | 2 | 15 | 3.0 | neutral or dissatisfied |
| 129873 | 25969 | 120654 | Male | Loyal Customer | 52 | Business travel | Business | 280 | 3 | 3 | 3 | 3 | 3 | 4 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 3 | 0 | 0.0 | satisfied |
| 129874 | 25970 | 25309 | Female | disloyal Customer | 36 | Business travel | Eco | 432 | 1 | 5 | 1 | 3 | 4 | 1 | 4 | 4 | 5 | 2 | 5 | 2 | 3 | 4 | 0 | 0.0 | neutral or dissatisfied |
| 129875 | 25971 | 78463 | Male | disloyal Customer | 34 | Business travel | Business | 526 | 3 | 3 | 3 | 1 | 4 | 3 | 4 | 4 | 3 | 2 | 4 | 4 | 5 | 4 | 0 | 0.0 | neutral or dissatisfied |
| 129876 | 25972 | 71167 | Male | Loyal Customer | 23 | Business travel | Business | 646 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 4 | 0 | 0.0 | satisfied |
| 129877 | 25973 | 37675 | Female | Loyal Customer | 17 | Personal Travel | Eco | 828 | 2 | 5 | 1 | 5 | 2 | 1 | 2 | 2 | 4 | 3 | 4 | 5 | 4 | 2 | 0 | 0.0 | neutral or dissatisfied |
| 129878 | 25974 | 90086 | Male | Loyal Customer | 14 | Business travel | Business | 1127 | 3 | 3 | 3 | 3 | 4 | 4 | 4 | 4 | 3 | 2 | 5 | 4 | 5 | 4 | 0 | 0.0 | satisfied |
| 129879 | 25975 | 34799 | Female | Loyal Customer | 42 | Personal Travel | Eco | 264 | 2 | 5 | 2 | 5 | 4 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 0 | 0.0 | neutral or dissatisfied |